Frankie - Auth refactor
10:23 AM
System prompt▸standard auth prompt
Tool definitions▸47 tools loaded
File: auth/session.ts▸1,240 tokens
File: auth/middleware.ts▸890 tokens
2,490 input tokens · paid at full rate
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Last 7 days
Activity
Est. cost
$1,320
34% saved
Input Tokens
46.0M
12% reduced
Output Tokens
8.7M
29% decrease
Cached Tokens
2.00B
61% increase
Total Tokens
2.055B
18% increase
Providers
Claude
69% of total
Codex
24% of total
Gemini
7% of total
Team output is going up.
Team intelligence is stagnant.
COMPOUNDING VALUE, BY DESIGN
Your team's coding agents shouldn't each work in a silo. Forte unifies them — caching shared work, capturing every correction, getting smarter every session.
Token optimization
System prompt✓ Cached
Tool definitions✓ Cached
auth/session.ts✓ Cached
auth/middleware.ts✓ Cached
auth/migration.test.tsNew
auth/provider.ts✓ Cached
auth/claims.ts✓ Cached
auth/config.ts✓ Cached
auth/roles.ts✓ Cached
auth/access.ts✓ Cached
auth/permissions.ts✓ Cached
auth/audit.tsNew
auth/cookies.ts✓ Cached
auth/refresh.ts✓ Cached
auth/login-flow.ts✓ Cached
auth/logout.ts✓ Cached
auth/user-context.ts✓ Cached
2,490 total tokens
78% saved
1,950 cached tokens
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Compounding knowledge
Implement the charge endpoint at api/billing/charge
Let me see how that works...
Okay, I have everything I need.
Worked for 2m33s
Nice, that was pretty straightforward with all the relevant context.
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A correction caught in last week's PR review shouldn't vanish by Monday. Connect GitHub and Forte indexes your codebase as team knowledge every agent can pull. Repo structure, naming conventions, blast-radius lookups, and corrections captured from PR reviews. Cursor learns from yesterday's Claude Code session. Claude Code learns from last quarter's PR.
LLM governance
Frankie · auth/3:28 PM
Fiona · /tests3:24 PM
phone number in crm/import.ts3:19 PM
Frankie · workers/queue3:14 PM
github token in scripts/deploy.sh3:09 PM
Last 7 days · 47,388 requests
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Gateway
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Platform
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Every coding session can compound.
Most don't.
WHY WE'RE BUILDING FORTE
AI coding has a leak.
Forte is a Public Benefit Corporation. Our mission is to protect your team's institutional knowledge as AI transforms how software gets built. This mission is written into our corporate charter, not just our marketing material.
It used to be that every line of code your team shipped made the team smarter. Code review caught things. Postmortems hardened patterns. New hires learned how the codebase worked by reading what came before them. The work itself was the education. Activity and learning were the same motion.
AI broke that loop.
Coding agents now produce most of your team's keystrokes — and they remember nothing. Every session starts at zero. Every tool is an island. Cursor doesn't know what Claude Code learned yesterday. Claude Code doesn't know what last quarter's PR review caught. The agent reads your codebase, writes the code, ships it, and forgets. Tomorrow it will make the same mistake, in the same file, for the same cost.
Every dollar of tokens is spent twice. Every correction disappears. Every session is a first session. The work is getting done. The learning isn't.
Team output is going up. Team intelligence is stagnant. And the gap between those two lines is growing every sprint. Soon the question won't be how fast your team ships — it'll be whether your team still knows how anything works.
The teams that compound now will outlearn the teams that don't.
Ryan Elefante
Co-founder & CEO
Oğuzhan Yangöz
Co-founder & CTO
The teams that compound now will outlearn the teams that don't.
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